Resources

Algorithm Selection Flowchart

Animated Explainers

https://mlu-explain.github.io/bias-variance/ https://bbest.github.io/eds232-ml/resources.html

Literature

Context for Weekly Labs

Machine Learning in Environmental Science

Machine Learning for Ecology and Sustainable Natural Resource Management https://link.springer.com/book/10.1007/978-3-319-96978-7

Machine Learning in Wildlife Biology: Algorithms, Data Issues and Availability, Workflows, Citizen Science, Code Sharing, Metadata and a Brief Historical Perspective

Tackling Climate Change with Machine Learning https://arxiv.org/abs/1906.05433

Key ML Papers and Empirical Foundation of Heuristics

- 1 SE rule - 70/30 Split

- Data Primacy

- All you need is attention